Capstone Project
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(ggplot2)path = "Data/"
vacant_parcels <- read.csv(paste0(path, "CPAL/DCAD_parcels_vac.csv"), stringsAsFactors = F)
abatement_exempt <- read.csv(paste0(path, "DCAD2019/abatement_exempt.csv"), stringsAsFactors = F)
account_apprl_year <- read.csv(paste0(path, "DCAD2019/account_apprl_year_small.csv"), stringsAsFactors = F)
account_info <- read.csv(paste0(path, "DCAD2019/account_info_small.csv"), stringsAsFactors = F)
account_tif <- read.csv(paste0(path, "DCAD2019/account_tif_small.csv"), stringsAsFactors = F)
account_exempt_value <- read.csv(paste0(path, "DCAD2019/acct_exempt_value_small.csv"), stringsAsFactors = F)
account_exempt_value$ACCOUNT_NUM <- as.character(account_exempt_value$ACCOUNT_NUM)
applied_std_exempt <- read.csv(paste0(path, "DCAD2019/applied_std_exempt_small.csv"), stringsAsFactors = F)
com_detail <- read.csv(paste0(path, "DCAD2019/com_detail_small.csv"), stringsAsFactors = F)
land <- read.csv(paste0(path, "DCAD2019/land_small.csv"), stringsAsFactors = F)
land$ACCOUNT_NUM <- as.character(land$ACCOUNT_NUM)
multi_owner <- read.csv(paste0(path, "DCAD2019/multi_owner_small.csv"), stringsAsFactors = F)
res_addl <- read.csv(paste0(path, "DCAD2019/res_addl_small.csv"), stringsAsFactors = F)
res_detail <- read.csv(paste0(path, "DCAD2019/res_detail_small.csv"), stringsAsFactors = F)
taxable_object <- read.csv(paste0(path, "DCAD2019/taxable_object_small.csv"), stringsAsFactors = F)
taxable_object$ACCOUNT_NUM <- as.character(taxable_object$ACCOUNT_NUM)
taxable_object$TAX_OBJ_ID <- as.character(taxable_object$TAX_OBJ_ID)# Join all the files together
df = vacant_parcels %>%
left_join(account_apprl_year) %>%
left_join(account_info) %>%
left_join(account_tif) %>%
left_join(account_exempt_value) %>%
left_join(applied_std_exempt) %>%
left_join(com_detail) %>%
left_join(land) %>%
left_join(multi_owner) %>%
left_join(res_addl) %>%
left_join(res_detail) %>%
left_join(taxable_object)## Joining, by = c("ACCOUNT_NUM", "GIS_PARCEL_ID", "APPRAISAL_YR", "REVAL_YR", "PREV_REVAL_YR", "PREV_MKT_VAL", "DIVISION_CD", "P_BUS_TYP_CD", "BLDG_CLASS_CD", "SPTD_CODE")## Joining, by = c("ACCOUNT_NUM", "GIS_PARCEL_ID", "APPRAISAL_YR", "DIVISION_CD")## Joining, by = c("ACCOUNT_NUM", "APPRAISAL_YR")
## Joining, by = c("ACCOUNT_NUM", "APPRAISAL_YR")## Joining, by = c("ACCOUNT_NUM", "APPRAISAL_YR", "TOT_VAL")## Joining, by = c("ACCOUNT_NUM", "APPRAISAL_YR", "LAND_VAL")## Joining, by = c("ACCOUNT_NUM", "APPRAISAL_YR")## Joining, by = c("ACCOUNT_NUM", "APPRAISAL_YR", "OWNER_SEQ_NUM", "OWNERSHIP_PCT")## Joining, by = c("ACCOUNT_NUM", "APPRAISAL_YR", "TAX_OBJ_ID", "NUM_STORIES", "CONSTR_TYP_DESC", "AREA_SIZE", "VAL_AMT")## Joining, by = c("ACCOUNT_NUM", "APPRAISAL_YR", "TAX_OBJ_ID", "BLDG_CLASS_DESC", "FOUNDATION_TYP_DESC", "BASEMENT_DESC", "HEATING_TYP_DESC", "AC_TYP_DESC", "PCT_COMPLETE", "YR_BUILT", "EXT_WALL_DESC", "DEPRECIATION_PCT")## Joining, by = c("ACCOUNT_NUM", "APPRAISAL_YR", "TAX_OBJ_ID")summary(account_apprl_year)## ACCOUNT_NUM APPRAISAL_YR IMPR_VAL LAND_VAL
## Length:999 Min. :2019 Min. : 0 Min. : 100
## Class :character 1st Qu.:2019 1st Qu.: 31715 1st Qu.: 32585
## Mode :character Median :2019 Median : 114660 Median : 90530
## Mean :2019 Mean : 446496 Mean : 298228
## 3rd Qu.:2019 3rd Qu.: 327685 3rd Qu.: 289605
## Max. :2019 Max. :66031480 Max. :18623840
##
## LAND_AG_EXEMPT AG_USE_VAL TOT_VAL HMSTD_CAP_VAL
## Min. : 0.00 Min. : 0.0000 Min. : 100 Min. : 100
## 1st Qu.: 0.00 1st Qu.: 0.0000 1st Qu.: 99630 1st Qu.: 98720
## Median : 0.00 Median : 0.0000 Median : 275180 Median : 269710
## Mean : 22.17 Mean : 0.8719 Mean : 744724 Mean : 741112
## 3rd Qu.: 0.00 3rd Qu.: 0.0000 3rd Qu.: 609635 3rd Qu.: 599560
## Max. :20250.00 Max. :719.0000 Max. :71272210 Max. :71272210
##
## REVAL_YR PREV_REVAL_YR PREV_MKT_VAL TOT_CONTRIB_AMT
## Min. :2017 Min. :2014 Min. : 100 Min. : 0
## 1st Qu.:2019 1st Qu.:2017 1st Qu.: 83070 1st Qu.: 0
## Median :2019 Median :2018 Median : 240610 Median : 0
## Mean :2019 Mean :2017 Mean : 691546 Mean : 9934
## 3rd Qu.:2019 3rd Qu.:2018 3rd Qu.: 564570 3rd Qu.: 0
## Max. :2019 Max. :2019 Max. :70172210 Max. :4179370
## NA's :18
## TAXPAYER_REP CITY_JURIS_DESC COUNTY_JURIS_DESC ISD_JURIS_DESC
## Length:999 Length:999 Length:999 Length:999
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## HOSPITAL_JURIS_DESC COLLEGE_JURIS_DESC SPECIAL_DIST_JURIS_DESC
## Length:999 Length:999 Length:999
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
##
## CITY_SPLIT_PCT COUNTY_SPLIT_PCT ISD_SPLIT_PCT HOSPITAL_SPLIT_PCT
## Min. :0.000000 Min. :0.000000 Min. :0.000000 Min. :0.000000
## 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.000000
## Median :0.000000 Median :0.000000 Median :0.000000 Median :0.000000
## Mean :0.001341 Mean :0.001341 Mean :0.001341 Mean :0.001341
## 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:0.000000
## Max. :0.730000 Max. :0.730000 Max. :0.730000 Max. :0.730000
##
## COLLEGE_SPLIT_PCT SPECIAL_DIST_SPLIT_PCT CITY_TAXABLE_VAL
## Min. :0.000000 Min. :0 Min. : 0
## 1st Qu.:0.000000 1st Qu.:0 1st Qu.: 94300
## Median :0.000000 Median :0 Median : 235592
## Mean :0.001341 Mean :0 Mean : 702789
## 3rd Qu.:0.000000 3rd Qu.:0 3rd Qu.: 558178
## Max. :0.730000 Max. :0 Max. :71272210
##
## COUNTY_TAXABLE_VAL ISD_TAXABLE_VAL HOSPITAL_TAXABLE_VAL COLLEGE_TAXABLE_VAL
## Min. : 0 Min. : 0 Min. : 0 Min. : 0
## 1st Qu.: 94730 1st Qu.: 95280 1st Qu.: 94730 1st Qu.: 94730
## Median : 236020 Median : 248000 Median : 236020 Median : 235000
## Mean : 700850 Mean : 716987 Mean : 700850 Mean : 700465
## 3rd Qu.: 536620 3rd Qu.: 569500 3rd Qu.: 536620 3rd Qu.: 536620
## Max. :71272210 Max. :71272210 Max. :71272210 Max. :71272210
##
## SPECIAL_DIST_TAXABLE_VAL CITY_CEILING_VALUE COUNTY_CEILING_VALUE
## Min. : 0 Min. : 0.00 Min. : 0.0
## 1st Qu.: 0 1st Qu.: 0.00 1st Qu.: 284.6
## Median : 0 Median : 0.00 Median : 477.9
## Mean : 90717 Mean : 11.37 Mean : 863.8
## 3rd Qu.: 0 3rd Qu.: 0.00 3rd Qu.: 969.4
## Max. :71272210 Max. :750.20 Max. :6329.5
## NA's :933 NA's :933
## ISD_CEILING_VALUE HOSPITAL_CEILING_VALUE COLLEGE_CEILING_VALUE
## Min. : 0 Mode:logical Min. :0
## 1st Qu.: 1859 NA's:999 1st Qu.:0
## Median : 3680 Median :0
## Mean : 5359 Mean :0
## 3rd Qu.: 6031 3rd Qu.:0
## Max. :38482 Max. :0
## NA's :933 NA's :933
## SPECIAL_DIST_CEILING_VALUE VID_IND GIS_PARCEL_ID
## Mode:logical Length:999 Length:999
## NA's:999 Class :character Class :character
## Mode :character Mode :character
##
##
##
##
## APPRAISAL_METH_CD RENDITION_PENALTY DIVISION_CD EXTRNL_CNTY_ACCT
## Min. :1.00 Mode:logical Length:999 Length:999
## 1st Qu.:1.00 NA's:999 Class :character Class :character
## Median :1.00 Mode :character Mode :character
## Mean :1.59
## 3rd Qu.:2.00
## Max. :3.00
##
## EXTRNL_CITY_ACCT P_BUS_TYP_CD BLDG_CLASS_CD SPTD_CODE
## Length:999 Mode:logical Length:999 Length:999
## Class :character NA's:999 Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
## almost all the columns highly correlate with tot_val and are very right skewed
# Abatement exempt
# about properties for which abatements have been granted
# head(abatement_exempt)
# # df = abatement_exempt
# columns_list = list(apprl_yr = abatement_exempt$APPRAISAL_YR,
# tot_val = abatement_exempt$TOT_VAL,
# city_eff_yr = abatement_exempt$CITY_EFF_YR,
# city_val_dif = abatement_exempt$CITY_VAL_DIF,
# cnty_val_dif = abatement_exempt$CNTY_VAL_DIF,
# isd_val_dif = abatement_exempt$ISD_VAL_DIF,
# coll_val_dif = abatement_exempt$COLL_VAL_DIF,
# spec_exemption_pct = abatement_exempt$SPEC_EXEMPTION_PCT,
# spec_val_dif = abatement_exempt$SPEC_VAL_DIF,
# spec_exemption_amt = abatement_exempt$SPEC_EXEMPTION_AMT)
# i = 1
# for(column in columns_list){
# name = names(columns_list)[i]
# plot(density(x=column), main = paste("Density Plot of", name))
#
# plot(x=abatement_exempt$TOT_VAL, y = column, main = paste("Scatterplot of tot_val vs", name))
# i = i+1
# }
# #Account_apprl_year
# primary or central table in this dataset, it contains summary information about all appraisal accounts.
#head(account_apprl_year)
#df = account_apprl_year
# columns_list = list(impr_val = df$IMPR_VAL,
# land_val = df$LAND_VAL,
# tot_val = df$TOT_VAL,
# hmstd_cap_val = df$HMSTD_CAP_VAL,
# prev_reval_yr = df$PREV_REVAL_YR,
# prev_mkt_val = df$PREV_MKT_VAL,
# city_taxable_val = df$CITY_TAXABLE_VAL,
# county_taxable_val = df$COUNTY_TAXABLE_VAL,
# isd_taxable_val = df$ISD_TAXABLE_VAL,
# hospital_taxable_val = df$HOSPITAL_TAXABLE_VAL,
# college_taxable_val = df$COLLEGE_TAXABLE_VAL,
# county_ceiling_value = df$COUNTY_CEILING_VALUE,
# isd_ceiling_value = df$ISD_CEILING_VALUE,
# appraisal_meth_cd = df$APPRAISAL_METH_CD
# )
#
# i = 1
# for(column in columns_list){
# name = names(columns_list)[i]
# gg_df = data.frame(x = column, tot_val = df$TOT_VAL)
# #print(head(gg_df))
# print(ggplot(gg_df, aes(x=x, y=tot_val)) +
# geom_point() +
# ggtitle(paste("Scatterplot of", name)))
#
# #plot(density(x=column), main = paste("Density Plot of", name))
#
# #plot(x=df$TOT_VAL, y = column, main = paste("Scatterplot of tot_val vs", name))
# i = i+1
# }summary(account_info)## ACCOUNT_NUM APPRAISAL_YR DIVISION_CD BIZ_NAME
## Length:999 Min. :2019 Length:999 Length:999
## Class :character 1st Qu.:2019 Class :character Class :character
## Mode :character Median :2019 Mode :character Mode :character
## Mean :2019
## 3rd Qu.:2019
## Max. :2019
##
## OWNER_NAME1 OWNER_NAME2 EXCLUDE_OWNER OWNER_ADDRESS_LINE1
## Length:999 Mode:logical Length:999 Length:999
## Class :character NA's:999 Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
##
## OWNER_ADDRESS_LINE2 OWNER_ADDRESS_LINE3 OWNER_ADDRESS_LINE4 OWNER_CITY
## Length:999 Mode:logical Mode:logical Length:999
## Class :character NA's:999 NA's:999 Class :character
## Mode :character Mode :character
##
##
##
##
## OWNER_STATE OWNER_ZIPCODE OWNER_COUNTRY STREET_NUM
## Length:999 Min. :750067405 Length:999 Min. : 4
## Class :character 1st Qu.:752043009 Class :character 1st Qu.: 1339
## Mode :character Median :752154104 Mode :character Median : 2624
## Mean :752579876 Mean : 3250
## 3rd Qu.:752241024 3rd Qu.: 4512
## Max. :941141833 Max. :33200
## NA's :2
## STREET_HALF_NUM FULL_STREET_NAME BLDG_ID UNIT_ID
## Mode:logical Length:999 Length:999 Length:999
## NA's:999 Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
##
## PROPERTY_CITY PROPERTY_ZIPCODE MAPSCO NBHD_CD
## Length:999 Min. : 75019 Length:999 Length:999
## Class :character 1st Qu.:752066205 Class :character Class :character
## Mode :character Median :752153842 Mode :character Mode :character
## Mean :714276155
## 3rd Qu.:752231608
## Max. :752548485
## NA's :2
## LEGAL1 LEGAL2 LEGAL3 LEGAL4
## Length:999 Length:999 Length:999 Length:999
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## LEGAL5 DEED_TXFR_DATE GIS_PARCEL_ID PHONE_NUM
## Length:999 Length:999 Length:999 Mode:logical
## Class :character Class :character Class :character NA's:999
## Mode :character Mode :character Mode :character
##
##
##
##
## LMA IMA
## Length:999 Length:999
## Class :character Class :character
## Mode :character Mode :character
##
##
##
## # account_info
# contains auxiliary data for each appraisal account in Account_Apprl_Year.
i = 1
for(column in names(df)){
print(column)
name = column
gg_df = data.frame(x = df[[column]], tot_val = df$TOT_VAL)
print(head(gg_df))
print(ggplot(gg_df, aes(x=x, y=tot_val)) +
geom_point() +
ggtitle(paste("Scatterplot of", name)))
#plot(density(x=column), main = paste("Density Plot of", name))
#plot(x=df$TOT_VAL, y = column, main = paste("Scatterplot of tot_val vs", name))
i = i+1
}## [1] "OBJECTID_1"
## x tot_val
## 1 1 NA
## 2 2 NA
## 3 3 NA
## 4 4 NA
## 5 5 NA
## 6 6 NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "Acct"
## x tot_val
## 1 00000799935630000 NA
## 2 00000799942300600 NA
## 3 00000820605040000 NA
## 4 00000799641540000 NA
## 5 00000799935710000 NA
## 6 00000799945800000 NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "RecAcs"
## x tot_val
## 1 1.240 a NA
## 2 NA
## 3 NA
## 4 NA
## 5 0.0062 a NA
## 6 0.0788 a NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "OBJECTID"
## x tot_val
## 1 38407 NA
## 2 1141 NA
## 3 45464 NA
## 4 47160 NA
## 5 5822 NA
## 6 46709 NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ACCOUNT_NUM"
## x tot_val
## 1 00000799935630000 NA
## 2 00000799942300600 NA
## 3 00000820605040000 NA
## 4 00000799641540000 NA
## 5 00000799935710000 NA
## 6 00000799945800000 NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "GIS_PARCEL_ID"
## x tot_val
## 1 00000799935630000 NA
## 2 00000799942300600 NA
## 3 00000820605040000 NA
## 4 00000799641540000 NA
## 5 00000799935710000 NA
## 6 00000799945800000 NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "APPRAISAL_YR"
## x tot_val
## 1 2020 NA
## 2 2020 NA
## 3 2020 NA
## 4 2020 NA
## 5 2020 NA
## 6 2020 NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "REVAL_YR"
## x tot_val
## 1 2019 NA
## 2 2017 NA
## 3 2019 NA
## 4 2020 NA
## 5 2017 NA
## 6 2018 NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "PREV_REVAL_YR"
## x tot_val
## 1 2017 NA
## 2 2014 NA
## 3 2018 NA
## 4 2019 NA
## 5 2014 NA
## 6 2016 NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "PREV_MKT_VAL"
## x tot_val
## 1 647540 NA
## 2 15680 NA
## 3 7000 NA
## 4 1000 NA
## 5 100 NA
## 6 100 NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "DIVISION_CD"
## x tot_val
## 1 COM NA
## 2 COM NA
## 3 RES NA
## 4 RES NA
## 5 COM NA
## 6 RES NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "P_BUS_TYP_CD"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "BLDG_CLASS_CD"
## x tot_val
## 1 LAND ONLY NA
## 2 LAND ONLY NA
## 3 LAND ONLY NA
## 4 LAND ONLY NA
## 5 LAND ONLY NA
## 6 LAND ONLY NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "SPTD_CODE"
## x tot_val
## 1 C12 NA
## 2 C12 NA
## 3 C11 NA
## 4 C11 NA
## 5 C14 NA
## 6 C11 NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "AreaSqMi"
## x tot_val
## 1 1.937837e-03 NA
## 2 3.143315e-05 NA
## 3 2.210419e-05 NA
## 4 4.382196e-06 NA
## 5 9.615114e-06 NA
## 6 1.234488e-04 NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "Shape_Length"
## x tot_val
## 1 1032.03014 NA
## 2 125.61963 NA
## 3 171.22258 NA
## 4 58.05917 NA
## 5 85.72359 NA
## 6 325.62122 NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "Shape_Area"
## x tot_val
## 1 54023.7969 NA
## 2 876.3060 NA
## 3 616.2295 NA
## 4 122.1686 NA
## 5 268.0540 NA
## 6 3441.5543 NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "IMPR_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "LAND_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "LAND_AG_EXEMPT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "AG_USE_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "TOT_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "HMSTD_CAP_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "TOT_CONTRIB_AMT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "TAXPAYER_REP"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CITY_JURIS_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COUNTY_JURIS_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ISD_JURIS_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "HOSPITAL_JURIS_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COLLEGE_JURIS_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "SPECIAL_DIST_JURIS_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CITY_SPLIT_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COUNTY_SPLIT_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ISD_SPLIT_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "HOSPITAL_SPLIT_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COLLEGE_SPLIT_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "SPECIAL_DIST_SPLIT_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CITY_TAXABLE_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COUNTY_TAXABLE_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ISD_TAXABLE_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "HOSPITAL_TAXABLE_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COLLEGE_TAXABLE_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "SPECIAL_DIST_TAXABLE_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CITY_CEILING_VALUE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COUNTY_CEILING_VALUE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ISD_CEILING_VALUE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "HOSPITAL_CEILING_VALUE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COLLEGE_CEILING_VALUE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "SPECIAL_DIST_CEILING_VALUE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "VID_IND"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "APPRAISAL_METH_CD"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "RENDITION_PENALTY"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "EXTRNL_CNTY_ACCT"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "EXTRNL_CITY_ACCT"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "BIZ_NAME"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "OWNER_NAME1"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "OWNER_NAME2"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "EXCLUDE_OWNER"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "OWNER_ADDRESS_LINE1"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "OWNER_ADDRESS_LINE2"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "OWNER_ADDRESS_LINE3"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "OWNER_ADDRESS_LINE4"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "OWNER_CITY"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "OWNER_STATE"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "OWNER_ZIPCODE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "OWNER_COUNTRY"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "STREET_NUM"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "STREET_HALF_NUM"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "FULL_STREET_NAME"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "BLDG_ID"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "UNIT_ID"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "PROPERTY_CITY"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "PROPERTY_ZIPCODE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "MAPSCO"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "NBHD_CD"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "LEGAL1"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "LEGAL2"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "LEGAL3"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "LEGAL4"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "LEGAL5"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "DEED_TXFR_DATE"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "PHONE_NUM"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "LMA"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "IMA"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "TIF_ZONE_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "EFFECTIVE_YR"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "EXPIRATION_YR"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ACCT_MKT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CITY_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CITY_BASE_MKT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CITY_BASE_TAXABLE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CITY_ACCT_TAXABLE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CNTY_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CNTY_BASE_MKT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CNTY_BASE_TAXABLE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CNTY_ACCT_TAXABLE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ISD_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ISD_BASE_MKT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ISD_BASE_TAXABLE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ISD_ACCT_TAXABLE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "HOSP_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "HOSP_BASE_MKT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "HOSP_BASE_TAXABLE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "HOSP_ACCT_TAXABLE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COLL_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COLL_BASE_MKT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COLL_BASE_TAXABLE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COLL_ACCT_TAXABLE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "SPEC_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "SPEC_BASE_MKT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "SPEC_BASE_TAXABLE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "SPEC_ACCT_TAXABLE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "SORTORDER"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "EXEMPTION_CD"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "EXEMPTION"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CITY_APPLD_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CNTY_APPLD_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ISD_APPLD_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "HOSPITAL_APPLD_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COLLEGE_APPLD_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "SPCL_APPLIED_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "OWNER_SEQ_NUM"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "EXEMPT_STATUS_CD"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "OWNERSHIP_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "APPLICANT_NAME"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "HOMESTEAD_EFF_DT"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "OTHER_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "DISABLED_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "TAX_DEFERRED_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CITY_CEIL_TAX_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CITY_CEIL_DT"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CITY_CEIL_XFER_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CITY_CEIL_SET_IND"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COUNTY_CEIL_TAX_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COUNTY_CEIL_DT"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COUNTY_CEIL_XFER_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COUNTY_CEIL_SET_IND"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ISD_CEIL_TAX_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ISD_CEIL_DT"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ISD_CEIL_XFER_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ISD_CEIL_SET_IND"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COLLEGE_CEIL_TAX_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COLLEGE_CEIL_DT"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COLLEGE_CEIL_XFER_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COLLEGE_CEIL_SET_IND"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "DISABLE_EFF_DT"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "VET_EFF_YR"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "VET_DISABLE_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "VET_FLAT_AMT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "VET2_EFF_YR"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "VET2_DISABLE_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "VET2_FLAT_AMT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CAPPED_HS_AMT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "HS_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "PRORATE_IND"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "DAYS_TAXABLE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "PRORATE_EFF_DT"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "PRORATE_EXP_DT"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "PRORATE_NAME"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "OTHER_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "DISABLEDPCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "XFER_IND"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "TAX_OBJ_ID"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "BLDG_CLASS_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "YEAR_BUILT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "REMODEL_YR"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "GROSS_BLDG_AREA"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "FOUNDATION_TYP_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "FOUNDATION_AREA"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "BASEMENT_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "BASEMENT_AREA"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "NUM_STORIES"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CONSTR_TYP_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "HEATING_TYP_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "AC_TYP_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "NUM_UNITS"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "NET_LEASE_AREA"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "PROPERTY_NAME"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "PROPERTY_QUAL_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "PROPERTY_COND_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "PHYS_DEPR_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "FUNCT_DEPR_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "EXTRNL_DEPR_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "TOT_DEPR_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "IMP_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "MKT_VAL"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "APPR_METHOD_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COMPARABILITY_CD"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "PCT_COMPLETE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "SECTION_NUM"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "SPTD_CD"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "SPTD_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ZONING"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "FRONT_DIM"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "DEPTH_DIM"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "AREA_SIZE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "AREA_UOM_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "PRICING_METH_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "COST_PER_UOM"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "MARKET_ADJ_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "VAL_AMT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "AG_USE_IND"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ACCT_AG_VAL_AMT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "OWNER_NAME"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "SEQ_NUM"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "IMPR_TYP_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "IMPR_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "YR_BUILT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "FLOOR_TYP_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "EXT_WALL_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "DEPRECIATION_PCT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "EFF_YR_BUILT"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ACT_AGE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "DESIRABILITY_RATING"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "TOT_MAIN_SF"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "TOT_LIVING_AREA_SF"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "NUM_STORIES_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "CONSTR_FRAM_TYP_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "FENCE_TYP_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ROOF_TYP_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "ROOF_MAT_DESC"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "NUM_FIREPLACES"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "NUM_KITCHENS"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "NUM_FULL_BATHS"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "NUM_HALF_BATHS"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "NUM_WET_BARS"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "NUM_BEDROOMS"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "SPRINKLER_SYS_IND"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "DECK_IND"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "SPA_IND"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "POOL_IND"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "SAUNA_IND"
## x tot_val
## 1 <NA> NA
## 2 <NA> NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "MBL_HOME_SER_NUM"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "MBL_HOME_MANUFCTR"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "MBL_HOME_LENGTH"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "MBL_HOME_WIDTH"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
## [1] "MBL_HOME_SPACE"
## x tot_val
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA## Warning: Removed 29262 rows containing missing values (geom_point).
# account_tif
# contains information about appraisal accounts in Tax Increment Finance districts.# acct_exempt_value
# contains the value of each exemption granted# applied_std_exempt
# contains information about standard exemptions granted.Add a new chunk by clicking the Insert Chunk button on the toolbar or by pressing Cmd+Option+I.
When you save the notebook, an HTML file containing the code and output will be saved alongside it (click the Preview button or press Cmd+Shift+K to preview the HTML file).
The preview shows you a rendered HTML copy of the contents of the editor. Consequently, unlike Knit, Preview does not run any R code chunks. Instead, the output of the chunk when it was last run in the editor is displayed.